| Energy-and Memory-Efficient PEFT Methods for Personalized On-Device SLMs on Consumer GPUs added by Syntology |
2026-08 (from id) |
Rickserd/super-duper-computing-machine/GLUE_benchmark/utils/module_discovery.py 4c5d3e3f6f9d7d13 |
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| CBD: API-Only LLM Black-Box Unlearning through Controlled Behavioral Divergence added by Syntology |
2026-06 (from id) |
DGL-codes/CBD/uld/model/peft_util.py ebb85bc96e7f493f |
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MIT (permissive) |
| DualOptim+: Bridging Shared and Decoupled Optimizer States for Better Machine Unlearning in Large Language Models added by Syntology |
2026-05 (from id) |
CityU-MLO/DualOptimPlus/forget.py 649fc48067a48529 |
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| LoReC: Rethinking Large Language Models for Graph Data Analysis added by Syntology |
2026-04 (from id) |
Git-King-Zhan/LoReC/lorec-gpt/graphgpt/model/GraphLlama_pl.py 649fc48067a48529 |
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| ChatVLA-2: Vision-Language-Action Model with Open-World Embodied Reasoning from Pretrained Knowledge |
28 May 2025 |
tutujingyugang1/ChatVLA_public/qwen2_vla/model_load_utils.py 21878daebfb70bd4 |
unverified |
MIT (permissive) |
| VideoEval-Pro: Robust and Realistic Long Video Understanding Evaluation |
20 May 2025 |
opengvlab/internvideo2/xtuner-train_internvideo2_5/xtuner/model/utils.py 53281c424cf5891f |
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MIT (permissive) |
| ReLearn: Unlearning via Learning for Large Language Models |
16 Feb 2025 |
zjunlp/unlearn/semeval25/unlearn-merging.py 649fc48067a48529 |
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MIT (permissive) |
| MMUnlearner: Reformulating Multimodal Machine Unlearning in the Era of Multimodal Large Language Models |
16 Feb 2025 |
z1zs/mmunlearner/MLLMU_finetune.py 95e3810daa2e6652 |
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| LamRA: Large Multimodal Model as Your Advanced Retrieval Assistant |
2 Dec 2024 |
Code-kunkun/LamRA/utils.py db7c18eeb2aa3486 |
unverified |
MIT (permissive) |
| GMAI-VL & GMAI-VL-5.5M: A Large Vision-Language Model and A Comprehensive Multimodal Dataset Towards General Medical AI |
21 Nov 2024 |
uni-medical/gmai-vl/xtuner/model/utils.py 53281c424cf5891f |
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Apache-2.0 (permissive) |
| Benchmarking Vision Language Model Unlearning via Fictitious Facial Identity Dataset |
5 Nov 2024 |
safolab-wisc/fiubench/finetune.py c774723322f1f9c6 |
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| Benchmarking Vision Language Model Unlearning via Fictitious Facial Identity Dataset |
5 Nov 2024 |
safolab-wisc/fiubench/forget.py ece33b2e8d2088a3 |
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| Protecting Privacy in Multimodal Large Language Models with MLLMU-Bench |
29 Oct 2024 |
franciscoliu/MLLMU-Bench/finetune.py d05aac5d78e7c8c9 |
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| Cross-model Control: Improving Multiple Large Language Models in One-time Training |
23 Oct 2024 |
wujwyi/CMC/tofu/finetune.py 649fc48067a48529 |
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| LongVU: Spatiotemporal Adaptive Compression for Long Video-Language Understanding |
22 Oct 2024 |
Vision-CAIR/LongVU/longvu/mm_datautils.py c774723322f1f9c6 |
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Apache-2.0 (permissive) |
| A Closer Look at Machine Unlearning for Large Language Models |
10 Oct 2024 |
sail-sg/closer-look-LLM-unlearning/forget.py 649fc48067a48529 |
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| Simplicity Prevails: Rethinking Negative Preference Optimization for LLM Unlearning |
9 Oct 2024 |
OPTML-Group/Unlearn-Simple/TOFU/finetune.py 649fc48067a48529 |
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MIT (permissive) |
| MEOW: MEMOry Supervised LLM Unlearning Via Inverted Facts |
18 Sep 2024 |
carol-gutianle/meow/meow/tofu/finetune.py 649fc48067a48529 |
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| AdaptVision: Dynamic Input Scaling in MLLMs for Versatile Scene Understanding |
30 Aug 2024 |
harrytea/adaptvision/llava/utils.py 649fc48067a48529 |
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| Towards Robust and Parameter-Efficient Knowledge Unlearning for LLMs |
13 Aug 2024 |
csm9493/efficient-llm-unlearning/TOFU/finetune.py 649fc48067a48529 |
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MIT (permissive) |
| Towards Robust and Parameter-Efficient Knowledge Unlearning for LLMs |
13 Aug 2024 |
csm9493/efficient-llm-unlearning/TOFU/forget.py 7af66f4ab4a74bf7 |
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MIT (permissive) |
| ULLME: A Unified Framework for Large Language Model Embeddings with Generation-Augmented Learning |
6 Aug 2024 |
nlp-uoregon/ullme/ullme/model/utils.py fc0a74d3e37f075a |
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Apache-2.0 (permissive) |
| Revisiting Who's Harry Potter: Towards Targeted Unlearning from a Causal Intervention Perspective |
24 Jul 2024 |
ucsb-nlp-chang/causal_unlearn/forget.py 649fc48067a48529 |
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MIT (permissive) |
| To Forget or Not? Towards Practical Knowledge Unlearning for Large Language Models |
2 Jul 2024 |
zjunlp/knowundo/pretrain/pretrain.py 649fc48067a48529 |
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MIT (permissive) |
| Jogging the Memory of Unlearned LLMs Through Targeted Relearning Attacks |
19 Jun 2024 |
s-huu/jog_llm_memory/synthetic/finetune.py 649fc48067a48529 |
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Apache-2.0 (permissive) |
| ShareLoRA: Parameter Efficient and Robust Large Language Model Fine-tuning via Shared Low-Rank Adaptation |
16 Jun 2024 |
Rain9876/ShareLoRA/sharelora/lora_llama3.py ecc92d824335c77f |
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| Large Language Model Unlearning via Embedding-Corrupted Prompts |
12 Jun 2024 |
identical code first harvested elsewhere 649fc48067a48529 |
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| BadAgent: Inserting and Activating Backdoor Attacks in LLM Agents |
5 Jun 2024 |
DPamK/BadAgent/utils/tools.py b8396d747ffb9a64 |
unverified |
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| VB-LoRA: Extreme Parameter Efficient Fine-Tuning with Vector Banks |
24 May 2024 |
leo-yangli/VB-LoRA/math_instruction_tuning/utils/merge_adapter_to_base_model.py 649fc48067a48529 |
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| Monte Carlo Tree Search Boosts Reasoning via Iterative Preference Learning |
1 May 2024 |
YuxiXie/MCTS-DPO/mcts_rl/models/pretrained.py c9a2daaf02cf5c5c |
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Apache-2.0 (permissive) |
| SOUL: Unlocking the Power of Second-Order Optimization for LLM Unlearning |
28 Apr 2024 |
optml-group/soul/src/exec/Fine_tune_hp.py 649fc48067a48529 |
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MIT (permissive) |
| Detecting and Mitigating Hallucination in Large Vision Language Models via Fine-Grained AI Feedback |
22 Apr 2024 |
Mr-Loevan/HSA-DPO/hsa_dpo/models/llava-v1_5/train_dpo.py c774723322f1f9c6 |
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| Self-Supervised Visual Preference Alignment |
16 Apr 2024 |
Kevinz-code/SeVa/seva/train_dpo_ours.py c774723322f1f9c6 |
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GPL-3.0 (copyleft) · pointer only |
| ORPO: Monolithic Preference Optimization without Reference Model |
12 Mar 2024 |
shibing624/medicalgpt/training/supervised_finetuning.py 7e7adc82abe38ce7 |
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Apache-2.0 (permissive) |
| ORPO: Monolithic Preference Optimization without Reference Model |
12 Mar 2024 |
shibing624/medicalgpt/training/reward_modeling.py d640810687642a4f |
unverified |
Apache-2.0 (permissive) |
| Can LLMs' Tuning Methods Work in Medical Multimodal Domain? |
11 Mar 2024 |
timmy-chan/mile/train_MILE.py c9a2daaf02cf5c5c |
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| CAT: Enhancing Multimodal Large Language Model to Answer Questions in Dynamic Audio-Visual Scenarios |
7 Mar 2024 |
rikeilong/bay-cat/ADPO_CAT/train_dpo.py 649fc48067a48529 |
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Apache-2.0 (permissive) |
| Resonance RoPE: Improving Context Length Generalization of Large Language Models |
29 Feb 2024 |
sheryc/resonance_rope/llama_finetuning/finetune.py 82635a5a905ad930 |
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Apache-2.0 (permissive) |
| HiGPT: Heterogeneous Graph Language Model |
25 Feb 2024 |
identical code first harvested elsewhere 649fc48067a48529 |
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| CoLLaVO: Crayon Large Language and Vision mOdel |
17 Feb 2024 |
ByungKwanLee/CoLLaVO/collavo/load_collavo.py 4d06aef6df813d92 |
ran
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MIT (permissive) |
| TOFU: A Task of Fictitious Unlearning for LLMs |
11 Jan 2024 |
locuslab/tofu/finetune.py 649fc48067a48529 |
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MIT (permissive) |
| SOLAR 10.7B: Scaling Large Language Models with Simple yet Effective Depth Up-Scaling |
23 Dec 2023 |
jquesnelle/yarn/finetune.py 82635a5a905ad930 |
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MIT (permissive) |
| Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization |
28 Nov 2023 |
opendatalab/ha-dpo/ha_dpo/models/llava-v1_5/train_dpo.py c774723322f1f9c6 |
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Apache-2.0 (permissive) |
| Towards Improving Document Understanding: An Exploration on Text-Grounding via MLLMs |
22 Nov 2023 |
harrytea/tgdoc/tgdoc/utils.py 649fc48067a48529 |
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| BeLLM: Backward Dependency Enhanced Large Language Model for Sentence Embeddings |
9 Nov 2023 |
SeanLee97/AnglE/angle_emb/utils.py 1f7e9b5195bb7b08 |
ran
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MIT (permissive) |
| GraphGPT: Graph Instruction Tuning for Large Language Models |
19 Oct 2023 |
HKUDS/GraphGPT/graphgpt/model/GraphLlama_pl.py 649fc48067a48529 |
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Apache-2.0 (permissive) |
| Qilin-Med: Multi-stage Knowledge Injection Advanced Medical Large Language Model |
13 Oct 2023 |
williamliujl/Qilin-Med/scripts/supervised_finetuning.py 7e7adc82abe38ce7 |
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| GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction |
5 Oct 2023 |
hitz-zentroa/GoLLIE/src/model/model_utils.py ef50b7a39a5c925f |
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Apache-2.0 (permissive) |
| BLIVA: A Simple Multimodal LLM for Better Handling of Text-Rich Visual Questions |
19 Aug 2023 |
mlpc-ucsd/bliva/bliva/models/bliva_vicuna7b_lora.py 649fc48067a48529 |
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BSD-3-Clause (permissive) |
| How Far Can Camels Go? Exploring the State of Instruction Tuning on Open Resources |
7 Jun 2023 |
schwartz-lab-NLP/label-bias/src/superni/utils/lora_utils.py bea710de6ec7c18d |
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| LoRA: Low-Rank Adaptation of Large Language Models |
17 Jun 2021 |
hitz-zentroa/this-is-not-a-dataset/load_model.py cfdc29157de085e3 |
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Apache-2.0 (permissive) |
| LoRA: Low-Rank Adaptation of Large Language Models |
17 Jun 2021 |
internlm/xtuner/xtuner/model/utils.py 53281c424cf5891f |
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Apache-2.0 (permissive) |
| arXiv:aaai_27999 |
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mlpc-ucsd/BLIVA/bliva/models/bliva_vicuna7b_lora.py 649fc48067a48529 |
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BSD-3-Clause (permissive) |
| arXiv:2025.findings-acl.949 |
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renjie3/GRUN/baseline/finetune.py 649fc48067a48529 |
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MIT (permissive) |